{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf = gpd.read_file(\"data/shapefiles/tl_2019_us_aiannh copy/tl_2019_us_aiannh.shp\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "exposures = gpd.read_file(\"outputs/d2-events-2d-230929_SVI_shapefile.geojson\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gdf.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/anatrisovic/Library/Python/3.9/lib/python/site-packages/geopandas/geodataframe.py:1815: FutureWarning: `unary_union` returned None due to all-None GeoSeries. In future, `unary_union` will return 'GEOMETRYCOLLECTION EMPTY' instead.\n",
      "  merged_geom = block.unary_union\n",
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_71296/1102674503.py:1: UserWarning: `keep_geom_type=True` in overlay resulted in 15024 dropped geometries of different geometry types than df1 has. Set `keep_geom_type=False` to retain all geometries\n",
      "  overlap = gpd.overlay(gdf, exposures, how='intersection')\n"
     ]
    }
   ],
   "source": [
    "overlap = gpd.overlay(gdf, exposures, how='intersection')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "overlap.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "overlap.plot(\n",
    "    column='wfday',\n",
    "    legend=True,\n",
    "    cmap='coolwarm'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "40.77844712182062"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "overlap['wfday'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1 = gdf\n",
    "gdf2 = exposures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Check for invalid geometries in both GeoDataFrames\n",
    "gdf1_invalid = gdf1[~gdf1.is_valid]\n",
    "gdf2_invalid = gdf2[~gdf2.is_valid]\n",
    "\n",
    "# Fix invalid geometries\n",
    "gdf1['geometry'] = gdf1['geometry'].apply(lambda geom: geom.buffer(0) if not geom.is_valid else geom)\n",
    "gdf2['geometry'] = gdf2['geometry'].apply(lambda geom: geom.buffer(0) if not geom.is_valid else geom)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf1['geometry'] = gdf1['geometry'].simplify(tolerance=0.001)\n",
    "gdf2['geometry'] = gdf2['geometry'].simplify(tolerance=0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/lc/q1l1y0k176b0h_m5yz0s_r5w0000gn/T/ipykernel_71296/2375395473.py:1: UserWarning: `keep_geom_type=True` in overlay resulted in 61 dropped geometries of different geometry types than df1 has. Set `keep_geom_type=False` to retain all geometries\n",
      "  diff = gpd.overlay(gdf2, gdf1, how='difference')\n"
     ]
    }
   ],
   "source": [
    "diff = gpd.overlay(gdf2, gdf1, how='difference')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diff.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "from helper_400 import get_var_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'wildfire-smoke'"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_var_name('ws')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['California', 'Montana', 'Nevada', 'New Mexico', 'Washington',\n",
       "       'Oregon', 'Arizona', 'Idaho', 'Colorado', 'Utah', 'Wyoming'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "overlap[\"STATE\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "diff = diff[diff[\"STATE\"] != \"Texas\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Arizona', 'California', 'Colorado', 'Idaho', 'Montana', 'Nevada',\n",
       "       'New Mexico', 'Oregon', 'Utah', 'Washington', 'Wyoming'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff[\"STATE\"].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_stats():\n",
    "    print(\n",
    "            f\"| Average Exposure Per Census Tract | Tribal Land in WUS | Non-tribal Land in WUS |\\n| --- | --- | --- |\"\n",
    "        )\n",
    "\n",
    "    for exposure in [\"ws\",\n",
    "        \"hw\",\n",
    "        \"hs\",\n",
    "        \"hws\",\n",
    "        \"wfday\",\n",
    "        \"hs5\",\n",
    "        \"hws5\",\n",
    "        \"ws5\",\n",
    "        \"heatday\",\n",
    "        \"smoke_pm_non_zero\",\n",
    "        \"smoke_pm_gt_five\",]:\n",
    "        print(\n",
    "            f\"| {get_var_name(exposure)} | {overlap[exposure].mean().round(2)} | {diff[exposure].mean().round(2)} |\"\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| Average Exposure Per Census Tract | Tribal Land in WUS | Non-tribal Land in WUS |\n",
      "| --- | --- | --- |\n",
      "| wildfire-smoke | 18.02 | 2.41 |\n",
      "| heat-wildfire | 1.46 | 0.17 |\n",
      "| heat-smoke | 34.89 | 31.67 |\n",
      "| heat-wildfire-smoke | 1.14 | 0.13 |\n",
      "| wildfire | 40.78 | 6.37 |\n",
      "| heat-smoke (over 5 μg/m³) | 12.62 | 12.16 |\n",
      "| heat-wildfire-smoke (over 5 μg/m³) | 0.63 | 0.07 |\n",
      "| wildfire-smoke (over 5 μg/m³) | 7.44 | 1.06 |\n",
      "| heat | 98.7 | 110.89 |\n",
      "| wildfire smoke | 492.43 | 398.86 |\n",
      "| wildfire smoke (over 5 μg/m³) | 139.5 | 133.69 |\n"
     ]
    }
   ],
   "source": [
    "get_stats()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| Exposure | Tribal Land in WUS | Non-tribal Land in WUS |\n",
    "|---|---|---|\n",
    "| wildfire-smoke | 18.02 | 2.41 |\n",
    "| heat-wildfire | 1.46 | 0.17 |\n",
    "| heat-smoke | 34.89 | 31.67 |\n",
    "| heat-wildfire-smoke | 1.14 | 0.13 |\n",
    "| wildfire | 40.78 | 6.37 |\n",
    "| heat-smoke (over 5 μg/m³) | 12.62 | 12.16 |\n",
    "| heat-wildfire-smoke (over 5 μg/m³) | 0.63 | 0.07 |\n",
    "| wildfire-smoke (over 5 μg/m³) | 7.44 | 1.06 |\n",
    "| heat | 98.7 | 110.89 |\n",
    "| wildfire smoke | 492.43 | 398.86 |\n",
    "| wildfire smoke (over 5 μg/m³) | 139.5 | 133.69 |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| Average Exposure Per Census Tract | Tribal Land in WUS | Non-tribal Land in WUS |\n",
      "| --- | --- | --- |\n",
      "| wildfire-smoke | 24.39 | 10.13 |\n",
      "| heat-wildfire | 1.98 | 0.73 |\n",
      "| heat-smoke | 37.97 | 34.79 |\n",
      "| heat-wildfire-smoke | 1.54 | 0.54 |\n",
      "| wildfire | 55.18 | 26.82 |\n",
      "| heat-smoke (over 5 μg/m³) | 13.97 | 13.56 |\n",
      "| heat-wildfire-smoke (over 5 μg/m³) | 0.86 | 0.3 |\n",
      "| wildfire-smoke (over 5 μg/m³) | 10.07 | 4.47 |\n",
      "| heat | 97.72 | 98.09 |\n",
      "| wildfire smoke | 551.29 | 514.59 |\n",
      "| wildfire smoke (over 5 μg/m³) | 156.23 | 171.28 |\n"
     ]
    }
   ],
   "source": [
    "diff = diff[diff[\"wfday\"] > 0]\n",
    "overlap = overlap[overlap[\"wfday\"] > 0]\n",
    "\n",
    "get_stats()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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